A source tells E! News that the "Dancing With the Stars" alum, 48, and Busfield, 55, got engaged over the holidays, adding, "They've known each other for quite some time, as their paths have crossed off-and-on over the past 20 years."

This will be the third marriage for both. Gilbert has two children from previous relationships, and Busfield has three.